In our adiponectin GWAS, BMI was included as a covariate in order to avoid direct identification of obesity SNPs since BMI is strongly related to adiponectin levels [49], [50]. The gene discussed is ADIPOQ; the disease is obesity due to melanocortin 4 receptor deficiency.